Published on in Vol 22 , No 10 (2020) :October

Preprints (earlier versions) of this paper are available at, first published .
Patterns of Use and Key Predictors for the Use of Wearable Health Care Devices by US Adults: Insights from a National Survey

Patterns of Use and Key Predictors for the Use of Wearable Health Care Devices by US Adults: Insights from a National Survey

Patterns of Use and Key Predictors for the Use of Wearable Health Care Devices by US Adults: Insights from a National Survey


  1. Ocagli H, Lorenzoni G, Lanera C, Schiavo A, D’Angelo L, Liberti A, Besola L, Cibin G, Martinato M, Azzolina D, D’Onofrio A, Tarantini G, Gerosa G, Cabianca E, Gregori D. Monitoring Patients Reported Outcomes after Valve Replacement Using Wearable Devices: Insights on Feasibility and Capability Study: Feasibility Results. International Journal of Environmental Research and Public Health 2021;18(13):7171 View
  2. Wang Y, Xu X, Hajra A, Apple S, Kharawala A, Duarte G, Liaqat W, Fu Y, Li W, Chen Y, Faillace R. Current Advancement in Diagnosing Atrial Fibrillation by Utilizing Wearable Devices and Artificial Intelligence: A Review Study. Diagnostics 2022;12(3):689 View
  3. Lee W, Schwartz N, Bansal A, Khor S, Hammarlund N, Basu A, Devine B. A Scoping Review of the Use of Machine Learning in Health Economics and Outcomes Research: Part 1—Data From Wearable Devices. Value in Health 2023;26(2):292 View
  4. Gautam N, Ghanta S, Mueller J, Mansour M, Chen Z, Puente C, Ha Y, Tarun T, Dhar G, Sivakumar K, Zhang Y, Halimeh A, Nakarmi U, Al-Kindi S, DeMazumder D, Al’Aref S. Artificial Intelligence, Wearables and Remote Monitoring for Heart Failure: Current and Future Applications. Diagnostics 2022;12(12):2964 View
  5. Holko M, Litwin T, Munoz F, Theisz K, Salgin L, Jenks N, Holmes B, Watson-McGee P, Winford E, Sharma Y. Wearable fitness tracker use in federally qualified health center patients: strategies to improve the health of all of us using digital health devices. npj Digital Medicine 2022;5(1) View
  6. Somani S, Yu K, Chiu A, Sykes K, Villwock J. Consumer Wearables for Patient Monitoring in Otolaryngology: A State of the Art Review. Otolaryngology–Head and Neck Surgery 2022;167(4):620 View
  7. Straus L, An X, Ji Y, McLean S, Neylan T, Cakmak A, Richards A, Clifford G, Liu M, Zeng D, House S, Beaudoin F, Stevens J, Linnstaedt S, Germine L, Bollen K, Rauch S, Haran J, Storrow A, Lewandowski C, Musey P, Hendry P, Sheikh S, Jones C, Punches B, Kurz M, Swor R, Hudak L, Seamon M, Datner E, Chang A, Pearson C, Peak D, Merchant R, Domeier R, Rathlev N, O’Neil B, Sergot P, Sanchez L, Bruce S, Miller M, Pietrzak R, Joormann J, Barch D, Pizzagalli D, Sheridan J, Harte S, Elliott J, Kessler R, Ressler K, Koenen K. Utility of Wrist-Wearable Data for Assessing Pain, Sleep, and Anxiety Outcomes After Traumatic Stress Exposure. JAMA Psychiatry 2023;80(3):220 View
  8. Kim E, Han S. Investigating the digital health acceptance of Korean baby boomers: Comparative study of telemedicine and wearable healthcare devices. Health Policy and Technology 2023;12(1):100727 View
  9. Rowan C, Hirten R. The future of telemedicine and wearable technology in IBD. Current Opinion in Gastroenterology 2022;38(4):373 View
  10. Rha J, Nam Y, Ahn S, Kim J, Chang Y, Jang J, Kurita K, Park J, Eom K, Moon H, Jung M, Kim Y, Hwang J, Choo H. What drives the use of wearable healthcare devices? A cross-country comparison between the US and Korea. DIGITAL HEALTH 2022;8:205520762211203 View
  11. Duarte N, Arora R, Bennett G, Wang M, Snyder M, Cooperstock J, Wagner C, Pani D. Deploying wearable sensors for pandemic mitigation: A counterfactual modelling study of Canada’s second COVID-19 wave. PLOS Digital Health 2022;1(9):e0000100 View
  12. Goergen C, Tweardy M, Steinhubl S, Wegerich S, Singh K, Mieloszyk R, Dunn J. Detection and Monitoring of Viral Infections via Wearable Devices and Biometric Data. Annual Review of Biomedical Engineering 2022;24(1):1 View
  13. Zahrt O, Evans K, Murnane E, Santoro E, Baiocchi M, Landay J, Delp S, Crum A. Effects of Wearable Fitness Trackers and Activity Adequacy Mindsets on Affect, Behavior, and Health: Longitudinal Randomized Controlled Trial. Journal of Medical Internet Research 2023;25:e40529 View
  14. Pepplinkhuizen S, Hoeksema W, van der Stuijt W, van Steijn N, Winter M, Wilde A, Smeding L, Knops R. Accuracy and clinical relevance of the single-lead Apple Watch electrocardiogram to identify atrial fibrillation. Cardiovascular Digital Health Journal 2022;3(6):S17 View
  15. Chen J, Li T, You H, Wang J, Peng X, Chen B. Behavioral Interpretation of Willingness to Use Wearable Health Devices in Community Residents: A Cross-Sectional Study. International Journal of Environmental Research and Public Health 2023;20(4):3247 View
  16. Cho P, Yi J, Ho E, Shandhi M, Dinh Y, Patil A, Martin L, Singh G, Bent B, Ginsburg G, Smuck M, Woods C, Shaw R, Dunn J. Demographic Imbalances Resulting From the Bring-Your-Own-Device Study Design. JMIR mHealth and uHealth 2022;10(4):e29510 View
  17. Raj M, Gupta V, Hoodin F, Clingan C, Roslin C, Yahng L, Braun T, Choi S. Evaluating mobile Health technology use among cancer caregivers in the digital era. DIGITAL HEALTH 2022;8:205520762211090 View
  18. Chang I, Chen C, Lin W, Horng D, Ho Y, Hu H. The Intention of Retail Stores in Taiwan to Cooperate with the Government in the Establishment of IT Measures for Pandemic Prevention. Healthcare 2022;11(1):30 View
  19. Chen W, Khurshid S, Singer D, Atlas S, Ashburner J, Ellinor P, McManus D, Lubitz S, Chhatwal J. Cost-effectiveness of Screening for Atrial Fibrillation Using Wearable Devices. JAMA Health Forum 2022;3(8):e222419 View
  20. Radó N, Girasek E, Békási S, Győrffy Z. Digital Technology Access and Health-Related Internet Use Among People Experiencing Homelessness in Hungary: Quantitative Survey. Journal of Medical Internet Research 2022;24(10):e38729 View
  21. Dagher L, Nedunchezhian S, El Hajjar A, Zhang Y, Deffer O, Russell A, Pottle C, Marrouche N. A cardiovascular clinic patients’ survey to assess challenges and opportunities of digital health adoption during the COVID-19 pandemic. Cardiovascular Digital Health Journal 2022;3(1):31 View
  22. Cummings P, Petitclerc A, Moskowitz J, Tandon D, Zhang Y, MacNeill L, Alshurafa N, Krogh-Jespersen S, Hamil J, Nili A, Berken J, Grobman W, Rangarajan A, Wakschlag L. Feasibility of Passive ECG Bio-sensing and EMA Emotion Reporting Technologies and Acceptability of Just-in-Time Content in a Well-being Intervention, Considerations for Scalability and Improved Uptake. Affective Science 2022;3(4):849 View
  23. Patil V, Singhal D, Naik N, Hameed B, Shah M, Ibrahim S, Smriti K, Chatterjee G, Kale A, Sharma A, Paul R, Chłosta P, Somani B. Factors Affecting the Usage of Wearable Device Technology for Healthcare among Indian Adults: A Cross-Sectional Study. Journal of Clinical Medicine 2022;11(23):7019 View
  24. Wang X, Wu Y, Meng Z, Li J, Xu L, Sun X, Zang S. Willingness to Use Mobile Health Devices in the Post–COVID-19 Era: Nationwide Cross-sectional Study in China. Journal of Medical Internet Research 2023;25:e44225 View
  25. Jiang Y, Zeng K, Yang R. Wearable device use in older adults associated with physical activity guideline recommendations: Empirical research quantitative. Journal of Clinical Nursing 2023 View
  26. Wasserman L, Wasserman Y. Hospital cybersecurity risks and gaps: Review (for the non-cyber professional). Frontiers in Digital Health 2022;4 View
  27. Brandner C, Tinsley G, Graybeal A. Smartwatch-based bioimpedance analysis for body composition estimation: precision and agreement with a 4-compartment model. Applied Physiology, Nutrition, and Metabolism 2023;48(2):172 View
  28. Briggs L, Labban M, Alkhatib K, Nguyen D, Cole A, Trinh Q. Digital technologies in cancer care: a review from the clinician's perspective. Journal of Comparative Effectiveness Research 2022;11(7):533 View
  29. Fowe I, Boot W. Understanding older adults’ attitudes toward mobile and wearable technologies to support health and cognition. Frontiers in Psychology 2022;13 View
  30. Natarajan A, Su H, Heneghan C. Occurrence of Relative Bradycardia and Relative Tachycardia in Individuals Diagnosed With COVID-19. Frontiers in Physiology 2022;13 View
  31. Van Wier M, Urry E, Lissenberg-Witte B, Kramer S. User characteristics associated with use of wrist-worn wearables and physical activity apps by adults with and without impaired speech-in-noise recognition: a cross-sectional analysis. International Journal of Audiology 2022:1 View
  32. Stuart T, Hanna J, Gutruf P. Wearable devices for continuous monitoring of biosignals: Challenges and opportunities. APL Bioengineering 2022;6(2):021502 View
  33. Howell P, Abdelhamid M. Protection Motivation Perspective Regarding the Use of COVID-19 Mobile Tracing Apps Among Public Users: Empirical Study. JMIR Formative Research 2023;7:e36608 View
  34. Qin L, Zhang X, Wu A, Miser J, Liu Y, Hsu J, Shia B, Ye L. Association Between Social Media Use and Cancer Screening Awareness and Behavior for People Without a Cancer Diagnosis: Matched Cohort Study. Journal of Medical Internet Research 2021;23(8):e26395 View
  35. Walle A, Jemere A, Tilahun B, Endehabtu B, Wubante S, Melaku M, Tegegne M, Gashu K. Intention to use wearable health devices and its predictors among diabetes mellitus patients in Amhara region referral hospitals, Ethiopia: Using modified UTAUT-2 model. Informatics in Medicine Unlocked 2023;36:101157 View
  36. Pathiravasan C, Zhang Y, Wang X, Trinquart L, Benjamin E, Borrelli B, McManus D, Kheterpal V, Lin H, Spartano N, Schramm E, Liu C, Murabito J. Factors associated with long-term use of digital devices in the electronic Framingham Heart Study. npj Digital Medicine 2022;5(1) View
  37. El Fatouhi D, Héritier H, Allémann C, Malisoux L, Laouali N, Riveline J, Salathé M, Fagherazzi G. Associations Between Device-Measured Physical Activity and Glycemic Control and Variability Indices Under Free-Living Conditions. Diabetes Technology & Therapeutics 2022;24(3):167 View
  38. Attig C, Franke T. Why Do People Abandon Activity Trackers? The Role of User Diversity in Discontinued Use. International Journal of Human–Computer Interaction 2023;39(8):1662 View
  39. Robinson T, Condell J, Ramsey E, Leavey G. Self-Management of Subclinical Common Mental Health Disorders (Anxiety, Depression and Sleep Disorders) Using Wearable Devices. International Journal of Environmental Research and Public Health 2023;20(3):2636 View
  40. Chang V, Doan L, Ariel Xu Q, Hall K, Anna Wang Y, Mustafa Kamal M. Digitalization in omnichannel healthcare supply chain businesses: The role of smart wearable devices. Journal of Business Research 2023;156:113369 View
  41. Dobson R, Li L, Garner K, Tane T, McCool J, Whittaker R. The Use of Sensors to Detect Anxiety for In-the-Moment Intervention: Scoping Review. JMIR Mental Health 2023;10:e42611 View
  42. Rising C, Gaysynsky A, Blake K, Jensen R, Oh A. Willingness to Share Data From Wearable Health and Activity Trackers: Analysis of the 2019 Health Information National Trends Survey Data. JMIR mHealth and uHealth 2021;9(12):e29190 View
  43. Windisch P, Schröder C, Förster R, Cihoric N, Zwahlen D. Accuracy of the Apple Watch Oxygen Saturation Measurement in Adults: A Systematic Review. Cureus 2023 View
  44. Li K, Morales-Garza M, Cardoso C, Moctezuma-Ramirez A, Burman A, Titus J, Elgalad A, Perin E. Early Changes in Acute Myocardial Infarction in Pigs: Achieving Early Detection with Wearable Devices. Diagnostics 2023;13(6):1006 View
  45. Adhitya Y, Mulyani G, Köppen M, Leu J. IoT and Deep Learning-Based Farmer Safety System. Sensors 2023;23(6):2951 View
  46. LAXMINARAYAN S, HORNBY S, BELVAL L, GIERSCH G, MORRISSEY M, CASA D, REIFMAN J. Prospective Validation of 2B-Cool: Integrating Wearables and Individualized Predictive Analytics to Reduce Heat Injuries. Medicine & Science in Sports & Exercise 2023;55(4):751 View
  47. Mittermaier M, Venkatesh K, Kvedar J. Identifying vulnerable populations in the electronic Framingham Heart Study to improve digital device adherence. npj Digital Medicine 2023;6(1) View
  48. Kim J, Im E, Kim H. From intention to action: The factors affecting health data sharing intention and action. International Journal of Medical Informatics 2023;175:105071 View
  49. Mittermaier M, Venkatesh K, Kvedar J. Digital health technology in clinical trials. npj Digital Medicine 2023;6(1) View
  50. Newman S. Early-life physical performance predicts the aging and death of elite athletes. Science Advances 2023;9(20) View
  51. Ortiz A, Park Y, Gonzalez-Torres C, Alda M, Blumberger D, Burnett R, Husain M, Sanches M, Mulsant B. Predictors of adherence to electronic self-monitoring in patients with bipolar disorder: a contactless study using Growth Mixture Models. International Journal of Bipolar Disorders 2023;11(1) View

Books/Policy Documents

  1. Kubicki M, Ryan J, Shaw J, Depner C. Encyclopedia of Sleep and Circadian Rhythms. View